Machine learning in medical diagnosis jobs

I'm seeking a professional with a solid background in medical record analysis, specifically within the field of neurology. Key Responsibilities: - Thoroughly review medical records focusing on diagnosis accuracy, treatment history, and billing discrepancies. - Provide insights and findings that could support a legal case. Ideal Skills: - Previous experience in medical record review. - Strong understanding of neurology. - Skills in identifying billing discrepancies. - Excellent attention to detail.

I'm seeking a skilled AI expert to help create intelligent automation agents that can enhance our operational efficiency. The goal of t...solutions that can streamline our business processes and extract meaningful insights from a variety of data sources. Ideal Skills and Experience: - Proficient in AI and machine learning - Experienced in developing automation agents - Understanding of comprehensive workflow automation - Capable of handling diverse data sources Key Project Components: - Developing AI-driven solutions for automating critical business operations - Creating intelligent systems that can analyze and interpret data - Delivering projects that enhance operational efficiency and effectiveness Let's arrange a meeting to discuss this opportuni...

I'm seeking an Excel expert to streamline our medical taxi charity's data processing. Currently, we manually track and report our statistics, which is time-consuming and prone to error. The project involves: - Creating an "intake" sheet to capture and automatically distribute data about riders, trips, volunteer drivers, and trends to relevant statistical sheets. - Designing a concise dashboard for our monthly reports, allowing for easy comparison of monthly trends and insights into our operations. - Ensuring the dashboard includes key metrics such as volunteer driver stats, client characteristics, and trip details. -Unfortunately the format for data collection has changed somewhat from month to month so there will be some manual corrections to be made to align th...

I am looking for an experienced tutor who can prepare teaching materials in French for a language school. Teaching materials to consist of slides for every lesson: 1. Levels: A1, A2, B1, B2 2. Teaching topics: a. vocabulary b. grammar c. life situations 3. Each topic: 12 lessons 4. Materials should be in the form of PPTX / PDF 5. Total number of lessons to be prepared: 4 levels x 12 lessons x 3 teaching topics = 144 lessons. If you have any questions or suggestions, please contact me. Ideal Skills and Experience: - Fluent in French - Experience in teaching French to non-native speakers - Knowledgeable in grammar and vocabulary - Ability to create engaging reading and writing exercises Copyright transfer agreement required. Completion time: 7 Ma...

...should encompass contact details, age and relationships, medical and emergency information, and other event-relevant data. - The user portal must facilitate simple event sign-ups, group registrations for adults and minors, and the option to edit or cancel registrations. The portal should enable seamless event creation for admins, easy form and signature collection, and secure payment processing for registration and ticket fees. Additionally, an essential feature is the capacity for admins to generate event reports based on various parameters. Ideal Skills and Experience: - Extensive experience with WordPress development and custom portal creation. - Strong understanding of user access controls and security measures. - Proficient in implementing e-commerce functionalities...

I'm seeking a skilled animator to create an engaging 2D explainer video aimed at adult and teenagers. The animation should be suitable for an educational context, conveying complex concepts in an accessible and appealing way.I need an 5 minutes video for max 30€ Key Requirements: - Expertise in 2D animation - Experience creating educational content - Ability to simplify complex ideas - Understanding of adult learning principles - Strong storytelling and visual communication skills Please share relevant samples of your work in your bid. Thank you!

I need a modern interpretation of my gynaecology practice logo applied across several mediums. The design should be in line with modern aesthetics and utilizing the same color scheme as the logo. Key tasks include: - Applying the logo and design elements onto a business card, an envelope, a stamp, a letterhead, and a notebook. - Designing a billboard with a picture related to the medical profession, e.g. a happy woman with a newborn baby. - Mocking up the logo placement on a reception area to visualise how it blends with the space design. Ideal candidates for this project should have: - Extensive experience in graphic design, particularly in applying logos and visual identities across different mediums. - A strong portfolio of modern design aesthetic. - Abili...

We are looking for a Data Scientist with expertise in AI and Machine Learning to develop a time series forecasting model. The project involves analyzing historical sales data using AWS and Snowflake. The ideal candidate should have strong skills in Python, machine learning, and predictive analytics. This is a short task estimated to take 1-2 hours. Please apply with your relevant experience and availability!

The integration of artificial intelligence (AI) into business models has become a transformative strategy, enabling organizations to enhance efficiency, optimize decision-making, and gain a competitive edge. This study explores the development and implementation of an AI-driven business model tailored to address dynamic market demands and operational challenges. The proposed model combines machine learning algorithms, data analytics, and predictive modeling to streamline processes, enhance customer engagement, and maximize profitability.

The integration of artificial intelligence (AI) into business models has become a transformative strategy, enabling organizations to enhance efficiency, optimize decision-making, and gain a competitive edge. This study explores the development and implementation of an AI-driven business model tailored to address dynamic market demands and operational challenges. The proposed model combines machine learning algorithms, data analytics, and predictive modeling to streamline processes, enhance customer engagement, and maximize profitability.

We have a room measuring 24 feet in length and 14 feet in breadth, which we want to transform into a state-of-the-art robotics lab. The room currently has four wall-mounted racks, each 4 feet by 4 feet, with two racks on either side of the 24-foot walls. The lab must accommodate 40 students and include 20 computers, with two students sharing each computer. The layout should include a designated corner for the teacher, featuring a custom-designed table and a computer for the teacher's use. Additionally, there must be a smart board installed for instructional demonstrations. All hardware components should be neatly organized within the existing racks, but additional racks can be added if necessary. The entrance door is located in the middle of one of the 24-foot w...

I'm migrating from Elasticsearch 6 to 8 and integrating Hugging Face for Arabic data processing. I'm facing issues where the Hugging Face library fails to recognize some Arabic vocabulary. I need an expert who can guide me through this migration, with a focus on resolving these vocabulary...migration, with a focus on resolving these vocabulary recognition issues. Key areas of focus: - Guidance on migration process from Elasticsearch 6 to 8 - Assistance with the integration and setup of Hugging Face - Expert advice on tackling Arabic vocabulary issues Ideal skills and experience: - Strong background in Elasticsearch - Experience with Hugging Face - Proficiency in Arabic language processing - Excellent problem solving skills - Prior experience with troubleshooting ...

...listening, and grammar - Catering to a diverse target audience of students, teachers, language learners, and language schools The ideal candidate should have: - Extensive experience in UI/UX design for educational platforms - Proficiency in creating multi-language interfaces - Understanding of the different needs and preferences of students, teachers, language learners, and language schools - A keen eye for modern and engaging design aesthetics - Strong communication skills to understand and incorporate my vision for the platform If you have a passion for creating user-friendly, engaging, and efficient online learning platforms, I'd love to discuss this project further with you. Additional Brief: Create a sleek, user-friendly website for foreign language e...

...classic in style. It should effectively support brand recognition, so it will be used primarily for that purpose. The logo will need to be a combination of text and a symbol or icon. I've pasted detailed explanations from Deep Seek AI below: Here’s a refined explanation of **Delta Emergency’s logo** incorporating the actual elements you’ve described (gold color, EMS Star of Life, lightning bolt, and heart). This breakdown will help the freelance designer grasp the depth and intentionality behind each component, tying them to your company’s mission and values: ### **1. Gold Color Palette** - **Symbolism**: - **Excellence & Reliability**: Gold represents high standards, trust, and enduring value, reflecting Delta Emergency’s com...

I'm looking for a skilled data scientist and machine learning engineer to integrate a sophisticated ML model into my Android mobile application. This model will primarily be used for image recognition, specifically to identify NSFW content. Key Responsibilities: - Develop and implement a machine learning model for image recognition. - Ensure the model can effectively identify NSFW content. - Integrate the model into an Android mobile application. Ideal Skills: - Extensive experience in machine learning and data science. - Proven track record of developing image recognition models. - Proficiency in Android app development. Please submit your proposal if you have the relevant experience and skills.

I'm in need of a talented UI/UX designer, well-versed in Figma, to develop intuitive and interactive interfaces for a patient-centric medical platform. The focus of this project is to create engaging user experiences with a strong emphasis on usability for patients. Key Responsibilities: - Design and prototype responsive web and mobile interfaces. - Collaborate with stakeholders to understand user needs and requirements. - Create wireframes, mockups, and user flows for seamless user experiences. - Ensure designs are aligned with accessibility and usability standards. Ideal Candidate Should Have: - Proven experience in UI/UX design, specifically for healthcare/medical platforms. - Expertise in Figma for prototyping and design systems. - A str...

I need a detailed examination of a medical document to identify and report any signs of tampering or altering. Key areas of concern: - Identify any physical tampering, including smudges - Formatting inconsistencies - Strikethroughs and corrections The report should be moderately detailed, highlighting key points, but not overly exhaustive. It should be delivered in a PDF format.

I'm looking for a logo for our innovative, premium home dishwasher machine, the King Dishwasher. This machine stands out with its modern design, digital UI, and AI features. The logo should reflect its unique, delightful, and high-end appeal. Ideal Skills and Experience: - Graphic Design - Logo Design - Brand Development Ultimately, I'm open to your creative input for the design, so if you have your own suggestions or ideas, I would love to hear them.

Machine Learning Generative Models Question 1 - Generative models In the following exercise, you will deal with a generative learning problem, precisely, VAE and GAN. You should write your training code and meet the following constraints. In this exercise, you will create a generative model: choose VAE or GAN implement and train your model: The decoder/generator should get as input a vector from the latent space and produce an image. For convolutions that upscale the input’s spatial size (for the decoder/generator), use . Output visualization: Generate images from your model and visualize its latent spaces. You can compare different architectures for this purpose (e.g., low/high dimension of the latent spaces, etc.). Dataset: You will use the 1...

I'm in need of a freelancer with a strong mechanical background who can research and compile a detailed product catalog for various machines. The machines include, but are not limited to: - Mechanical Power Press - Mechanical Shearing - Hydraulic Shearing - Pneumatic Shearing - Pneumatic Power Press - Shearing Cutter Machines - Sheet Bending Press Break Machine - Lathe Machines - Trop Machine - Milling Machine - CNC Lathe - VMC - Press Break - Drilling Machines The catalog should include detailed technical specifications for each machine, specifically covering their performance and capabilities as well as maintenance and operational details. The final deliverable should be a well-organized PDF document. Key Requirements: - Research and compile sp...

Market AI ed...software, targeting online learning platforms. Key Features to Highlight: - User-friendly interface: This software is designed with usability in mind, ensuring accessibility for all users. - Interactive content delivery: Showcase how the software facilitates engaging, interactive learning experiences. - Analytics and reporting capabilities: Demonstrate the software's ability to track progress and deliver comprehensive reports. - AI: Highlight the software's innovative use of artificial intelligence to enhance learning. Ideal candidates should have a strong background in sales, particularly within the education sector, and experience with cold calling and software demonstrations. Excellent communication skills and a passion for ...

I'm seeking a skilled professional to enhance the RAG model to process uploaded files more effectively, with a focus on organizational specificity. Key Requirements: - The model should be able to handle and process all file types, including text files, PDFs, and CSVs. - Th...files more effectively, with a focus on organizational specificity. Key Requirements: - The model should be able to handle and process all file types, including text files, PDFs, and CSVs. - The interaction with the files should be improved to ensure efficient processing. - The model should keep versions of the files instead of overwriting or appending data. Ideal Skills: - Proficiency in machine learning and model enhancement. - Experience with RAG models. - Familiarity with various fil...

I'm looking for an experienced Linux administrator who can build a web server for an IT school project. The ideal candidate should be able to handle: - Server Setup: Build a robust and efficient web server. - User Management: Se...efficient web server. - User Management: Set up necessary user accounts and permissions. - System Security: Ensure the server is secure and up-to-date. A key part of this project is to create detailed documentation throughout the server build process. This will help to facilitate understanding and learning for the IT school students. Skills and Experience Required: - Extensive experience with Linux server administration - Proficiency in web server setup and configuration - Strong knowledge in system security - Excellent technical wri...

I am seeking a skilled Italian tutor to help me improve my language proficiency. The ideal candidate should have a strong background in teaching Italian, be patient, and possess excellent communication skills. The tutoring sessions will focus on conversational skills, grammar, and vocabulary building. If you have experience in teaching Italian to non-native speakers and can tailor lessons to meet individual learning needs, please apply. Let's embark on this language learning journey together!

I'm seeking a professional translator from French to Thai to translate medical reports for treatment planning purposes. The translator does not need to have expertise in medical terminologies, as general translation will suffice. Ideal skills and experience for the job: - Proficient in both French and Thai - Experience in translating medical documents - Able to provide clear and accurate translations - Good understanding of treatment related terminology

I'm seeking Python experts to transform English descriptions into Python scripts targeting Machine Learning models. Your primary focus will be on classification tasks using TensorFlow. Precision and a strong grasp of Python are essential, as is a commitment to pushing the boundaries of Machine Learning. Key Responsibilities: - Convert English into Python scripts - Focusing on classification tasks - Utilizing TensorFlow predominantly Ideal Skills: - Exceptional Python programming skills - Strong attention to detail - Proficiency in English - Experience with TensorFlow - Background in creating ML scripts Please apply at A CV or profile showcasing your skills is required.

I'm in need of a designer who can create a series of cartoonish digital avatars to enhance my branding. The project involves: - Designing 10 doctor avatars (5 Hispanic women and 5 Hispanic men). DIVERSE!!! (white, dark, etc.) - Using these avatars to create an image with 3 of them celebrating, suitable for a 'successful design' theme. - Crafting a header (1140px x 250px) that features all the avatars. - Developing 4 additional avatars: one with at least 2 of the doctors, one representing a dentist, one for a vision doctor, and one for mental health. The avatars should primarily depict neutral and happy expressions, all set against a medical-themed background or transparent. Ideal skills and experience: - Proficiency in character design, particularly...

...seeking a Hungarian to Polish Video Remote Interpreting (VRI) interpreter for medical consultations. The interpreter's expertise should ideally cover general practice visits, specialist consultations, and emergency situations. Key Requirements: - Proficiency in Hungarian and Polish - Previous experience with VRI - Medical interpretation experience, particularly in cardiology, pediatrics, and gynecology - Able to handle high-pressure situations, such as emergency consultations - Understanding of medical terminology in both languages The ideal candidate should be able to provide seamless interpretation during consultations, ensuring clear communication between the patient and medical professional. Their role is vital in facil...

Medical Admin as previous.

I'm seeking a meticulous freelancer to help me input mixed data (text and numerical) from paper documents into a single Excel worksheet. Ideal Skills: - Proficient in Excel - Excellent attention to detail - Experience in data entry from paper documents - Able to handle mixed data (text and numerical) - Familiarity with OCR software to convert printed or handwritten text into machine-readable data. - Expert in verifying data entries for accuracy and completeness. - Proficiency in organizing and managing files to ensure data is easily accessible. - Basic mathematical skills to handle numerical data accurately. - Ability to handle sensitive information with a high level of confidentiality. The project involves less than 100 pages of data. The preferre...

I'm looking for a professional who can both convert plant images from RGB to HSI and analyze them using machine learning. The image analysis will involve tasks such as classification, segmentation, and object detection. Key Requirements: - Expertise in image processing and machine learning - Experience with plant images is a plus - Proficient in converting images from RGB to HSI - Skilled in implementing machine learning tasks for image analysis The ideal candidate will have a robust understanding of both image conversion and machine learning techniques. They will be able to provide insightful analysis on the plant images.

...expertise in modern web technologies, backend development, and AI-driven solutions. Proficient in building scalable applications using React, , , and Node.js, combined with the power of TypeScript and TailwindCSS for efficient, maintainable front-end design. Possesses advanced skills in Python, Django, and Data Management, enabling seamless integration of back-end systems and databases. With experience in Machine Learning (ML) and Natural Language Processing (NLP), delivers intelligent, data-driven solutions tailored to business needs. A Blockchain enthusiast with hands-on expertise in developing decentralized applications and integrating cutting-edge technologies. Proficient in AWS and Firebase, ensuring robust cloud-based archi...

...professional with expertise in machine learning and image analysis to assist me in classifying textures in digital photos. The project primarily revolves around: - Image Classification: The main task at hand is to develop an algorithm that can efficiently classify different textures present within the digital photos. - RGB to HSI Conversion: A specific requirement for this project is the conversion of RGB images to HSI (Hue, Saturation, Intensity) format. This is crucial for the texture classification process. - Feature Extraction: Utilizing machine learning techniques to extract relevant features from the images will be key in improving classification accuracy. Ideal candidates for this project should have: - A solid background...

Are you passionate about AI and SQL? Join us as a SQL Annotator! We're seeking talented annotators with a strong grasp of SQL, an eye for detail, and a drive to enhance Machine Learning. Knowledge of Semantic models is a plus. Your role involves refining Semantic models and crafting SQL queries to tackle complex data challenges. Fluency in English is essential. Apply now and demonstrate your skills: CV/profile required.

I require assistance with modifying banners on my WordPress site and some parts of the attorneys section. Please review the attached files for details. My budget for this task is $10. Key Tasks: - Change WordPress site banners a...some parts of the attorneys section. Please review the attached files for details. My budget for this task is $10. Key Tasks: - Change WordPress site banners as per attached files - Edit parts of the attorneys section - If unable to edit, provide a demonstration so I can do it myself Ideal Skills: - Proficiency in WordPress - Experience with website banner editing - Good communication skills for teaching Tools: - Anydesk for real-time assistance Please note, I am open to learning but would prefer a more hands-on approach where you demonstrate t...

Hi i am looking for best backend or front end devloper to fulfil my requirents for e-learning website. Currently i am using tutor lms pro plugin. I need some design, backend customization and the details will be given below. Job Role:- 1) All of our course will be paid but in our gigs/course, if someone checkout, we will give a dummy checkout page (Need customization) 2) To access all of our paid course, we will create a hidden private sign up link/ If someone sign up with thos link they will get access all of our courses for free 3) Easily create 100's of review by myself 4) Other people if put review then it will not publish until admin approved 5) Next thing you need to embed video as well in the course section with my video hosting platform and add title...

I need an Android mobile app developed for my STEM project. The primary function of this app will be serving as a resource/library. It should be designed to facilitate learning and interaction with STEM concepts. Key Features: - The app should be able to support interactive experiments, helping to move my project forward. - It should be well organized and easy to navigate, containing a variety of STEM resources. Ideal Skills: - Experience in Android app development is crucial. - Prior work on educational or STEM-focused apps will be highly regarded. - Skills in creating resource/library apps will be beneficial.

I'm looking for a WordPress developer who can create a bespoke LMS (Learning Management System) theme based on my own design. The primary focus of this website will be educational courses, so the theme needs to be tailored towards this type of content. Key Requirements: - Implementing quiz functionality within the theme - Integrating features for user engagement and interactivity Ideal Skills: - Proficient in WordPress theme development - Experience working with LMS platforms - Understanding of educational website requirements - Ability to translate designs into functional themes Please note, while I have specific requirements for quiz functionality, other features may be added depending on your expertise and suggestions. I'm looking for a developer who can not o...

I'm looking for an expert in deep learning and PyTorch who can assist in fine-tuning a model on the CIFAR-100 dataset. The primary goal is to improve the model's accuracy through various techniques, including data augmentation, hyperparameter tuning, and adjustments to the model architecture. Key Requirements: - Extensive experience with PyTorch and deep learning - Proven track record in model tuning - Ability to implement data augmentation strategies - Skilled in hyperparameter tuning - Proficient in model architecture adjustments I am open to suggestions for data augmentation and preprocessing steps, so a creative approach to enhancing the dataset is a plus. Please provide examples of previous similar projects you have worked o...

I am seeking a dedicated tutor to help me with my GCSE Maths preparation. I need support with specific topics including Algebra, Geometry, and Statistics. All tutoring sessions will need to be conducted online via video calls. Ideal skills and experience for the job: - Expertise in GCSE Maths, particularly in Algebra, Geometry, and Statistics - Experienced and patient online tutor - Ability to explain complex concepts in an easy-to-understand manner - Flexible and accommodating to different learning paces Please provide your relevant experience and proposed schedule.

...for our iOS apps. The screenshots will be optimized for two device sizes: iPhone and iPad, ensuring that they effectively showcase the unique features of each app in a professional and engaging manner. Scope of Work - Device Compatibility: The freelancer will design screenshots for two device sizes: - iPhone (4-5 screenshots per app) - iPad (4-5 screenshots per app) - App Categories & Custom Designs: Each app belongs to a different category, and its design should reflect the nature of the category. For example: - Finance apps – should have a financial-themed design. - Nursing/medical apps – should have a medical-inspired design. - Business apps – should match a professional and corporate aesthetic. - Customization &a...

...Management • Staff Handover of Kids • Add a staff member. • Manage staff leave types, staff list, staff rota, staff register, staff login, staff leave, and staff attendance. • Attendance • Track attendance for the agreed schedule. • Associate room and transfer from one room to another. • Associate to a staff member. • Manage leave types. 3. Learning • Curriculums • Activate and manage curriculums to use at the nursery. • Display and edit general learning settings. • Show child overview section on formative reports. 4. General Enquiry • Enquiry Management • Add room, manage enquiry settings, enquiry form, enquiry pipeline, enquiry source, lost reason, enquiry reason. • Implement chatting with WhatsAp...

I'm looking for a seasoned professional, with expertise in design and engineering, to help with the overall design of a water jet cleaning machine. The machine should be: - Waterproof - Aesthetically pleasing - Sturdy and durable - Simple in construction The ideal candidate will not only have a strong background in technical design, but will also be able to ensure manufacturing feasibility. Experience in creating designs that are both functional and appealing is crucial. This project will involve working on the overall design of the machine, so you're expected to have a comprehensive understanding of design principles.

I'm looking for a Python expert to write code for training a model to detect weed regions in images, using pre-labelled datasets. Key Requirements: - Python: Proficiency in Python is a must. - Machine Learning: Experience with industry-standard ML frameworks is essential. You can choose between TensorFlow, PyTorch, or scikit-learn based on your preference and expertise. - Image Processing: The project involves the output of segmentation masks of weed regions from the model. Your task will be to develop a model that can accurately identify and segment weed regions in various images. The end result should be segmentation masks that delineate weed regions from non-weed regions in the images. Use guidelines from this github url:

I'm seeking a professional with expertise in Social Media Marketing, particularly on Facebook and Instagram, to boost my online presence and reach a wider audience. Key Responsibilities: - Create and manage engaging educational posts that reflect my medical expertise and provide value to our followers. - Develop and implement strategic promotional posts to promote my practice and services. - Curate and share patient testimonials (with their consent) to build trust and credibility with potential patients. Ideal Skills: - Proven experience in Social Media Marketing, specifically for healthcare professionals. - Excellent content creation skills with a knack for producing engaging and shareable posts. - Strong understanding of Facebook and Instagram algorithms and b...

...guide us, provide assignments, and evaluate our progress. Key Requirements: - Deep understanding of MLOps: We are interested in learning about all related topics including model deployment, pipeline automation, and monitoring and maintenance etc. - Experience with Machine Learning: Since we have an beginer level of ML experience, we expect our mentor to help us bridge the gap to MLOps. - Ability to create meaningful assignments: We find hands-on coding tasks, theory-based assignments, and project-based learning all beneficial, so a mix of these would be ideal. The ideal mentor would have a comprehensive understanding of MLOps, a strong background in machine learning, and the ability to create engaging, educational assignments....

I'm looking for a collection of self-paced tutorials focused on graphic design, specifically on logo design. The tutorials should cater to a beginner's level and progressively lead to more advanced concepts. Ideal Skills and Experience: - Expertise in graphic design - Experience in creating or curating educational content - Understanding of logo design - Ability to structure content in a progressive manner - Knowledge of self-paced learning methodologies

...assist us in optimizing our LLM usage, tackling current challenges, and refining our architecture. Role & Responsibilities: Assist in analyzing and optimizing the performance of LLMs within our application. Provide guidance on Retrieval-Augmented Generation (RAG) techniques to improve model output quality. Offer recommendations for designing a scalable and efficient data architecture. Implement best practices in prompt engineering to enhance model effectiveness. Collaborate with developers and stakeholders to ensure seamless integration of LLM capabilities. Assist in handling and preprocessing data to improve model training and inference. Provide strategic insights and recommendations for improving system robustness and efficiency. Requirements: Basic to ...

...within the realm of Science and Technology, specifically focusing on Business Management and Machine Learning & AI. I have all the necessary content, but I require help in organizing it effectively. Key Tasks: 1. Structure the report into the provided sections: Abstract, Problem Statement, Analysis, Case Studies, Summary. 2. Adjust the length of the synopsis to a minimum of 4,000 words. 3. Manage and cite a minimum of 30 references using Zotero, adhering to the APA referencing style. 4. Ensure the final document has a similarity index not exceeding 10% on Turnitin. Ideal Skills and Experience: - Proficient in academic writing and structuring. - Familiar with Science and Technology, particularly in Business Management and ML & AI. - Experienc...

3-Phase Induction Machine Modelling & Control